Ramp vs Numeric
Zero of twelve models named Ramp first on the direct prompt; one named Numeric. Ramp was named by nine of the twelve models and Numeric by nine and Ramp carries 15 labels and Numeric 17, so the shares are not directly comparable.
Named in seventeen categories this edition.
Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the AI accounting assistants page.
By framing
RampFirst choices, of twelve modelsNumeric
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | | | | |||
| Perplexity Sonar | | | | |||
| Grok 4.1 Fast | | |||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | |
Ramp Numeric first choice named as an alternative argued againstblank: not namedEach cell is one answer, Ramp on the left and Numeric on the right.The direct prompt
Numeric first, Ramp an alternative
1 of 12 modelsRamp was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 of 12 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Ramp0%#– of 11Numeric0%#– of 11Numeric7%#6 of 8Ramp2%#– of 8What the models said about Ramp
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Researchers found a prompt-injection vulnerability where hidden instructions inside a spreadsheet could trick the AI into exfiltrating sensitive financial data” DeepSeek V4 Flash · negative prompt · soft negative
“I would recommend starting with Ramp Intelligence if you need broad spend management capabilities, or Ledge if your primary focus is month-end close automation” MiniMax M2.5 · paraphrase prompt · first choice
“Ramp is the safest recommendation because it covers the broadest operational accounting surface area while still being explicitly positioned for mid-market teams” Perplexity Sonar · paraphrase prompt · first choice
What the models said about Numeric
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Best For: Mid-market finance teams looking to dramatically compress close times.... It is built for audit scrutiny.” Gemini 3.5 Flash · paraphrase prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.